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    "### Example 1b: Linear convection in 2D, revisited\n",
    "\n",
    "We will now revisit the first example of this tutorial with an example that is better suited to the numerical scheme used in Devito. As a reminder, the governing equation is:\n",
    "\n",
    "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n",
    "\n",
    "We then discretized this using forward differences in time and backward differences in space:\n",
    "\n",
    "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n",
    "\n",
    "In the previous example, the system was initialised with a hat function. As easy as this example seems, it actually highlights a few limitations of finite differences and related methods:\n",
    " - The governing equation above contains spatial derivatives ($\\frac{\\partial u}{\\partial x}$ and $\\frac{\\partial u}{\\partial y}$). The hat, with its sharp corners, is discontinuous and therefore non-smooth, meaning that the derivatives do not exist at the corners of the hat. This means that the governing equation has no solution in the strict sense for this problem. Mathematically, this problem can be overcome by introducing weak solutions, which still exist in the presence of discontinuities, as long as the problem is smooth almost everywhere. The Finite Volume (FV), Finite Element (FEM) and related schemes are based on this weak form.\n",
    " - The finite differences method only works well if finite differences are a good approximation of the derivatives. With the chosen discretization above, this requires that $\\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} \\approx \\frac{\\partial u}{\\partial x}$ and $\\frac{u_{i,j}^n-u_{i,j-1}^n}{\\Delta y} \\approx \\frac{\\partial u}{\\partial y}$. This is the case for systems with a smooth solution if $\\Delta x$ and $\\Delta y$ are sufficiently small. But if the solution is non-smooth, as in this example, then we can't expect much regardless of the grid size.\n",
    " - First-order methods, such as the backward differences that we have used in this exampe, are known to create artificial diffusion. Higher-order schemes, such as central differences, avoid this problem. However, in the presence of discontinuities these methods introduce so-called spurious oscillations. These oscillations may even build up (grow infinitely) and cause the computation to diverge.\n",
    " - Discontinuities can appear by themselves for some equations (such as the Burgers equation that we discuss next), even if the intial condition is smooth. In CFD, discontinuities appear for example as shocks in the simulation of transonic flow. For this reason, numerical schemes that behave well in the presence of discontinuities have been a research subject for a long time. A thorough discussion is beyond the scope of this tutorial, but can be found in [R. LeVeque (1992): Numerical Methods for Conservation Laws, 2nd ed., Birkhäuser Verlag, pp. 8-13].\n",
    " \n",
    "In the remainder of this example, we will reproduce the results from the previous example, only this time with a smooth initial condition. This lets us observe Devito in a setting for which it is better equipped.\n",
    " "
   ]
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   "source": [
    "from examples.cfd import plot_field, init_hat, init_smooth\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "# Some variable declarations\n",
    "nx = 81\n",
    "ny = 81\n",
    "nt = 100\n",
    "c = 1.\n",
    "dx = 2. / (nx - 1)\n",
    "dy = 2. / (ny - 1)\n",
    "sigma = .2\n",
    "dt = sigma * dx"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "Let us now initialise the field with an infinitely smooth bump, as given by [J.A. Krakos (2012): Unsteady Adjoint Analysis for Output Sensitivity\n",
    "and Mesh Adaptation, PhD thesis, p. 68] as $$\n",
    "f(r)=\n",
    "\\begin{cases}\n",
    "\\frac{1}{A}e^{-1/(r-r^2)} &\\text{ for } 0 < r < 1,\\\\\n",
    "0 &\\text{ else.}\n",
    "\\end{cases}\n",
    "$$\n",
    "We use this with $A=100$, and define the initial condition in two dimensions as $$u^0(x,y)=1+f\\left(\\frac{2}{3}x\\right)*f\\left(\\frac{2}{3}y\\right).$$"
   ]
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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Create field and assign initial conditions\n",
    "u = np.empty((nx, ny))\n",
    "init_smooth(field=u, dx=dx, dy=dy)\n",
    "\n",
    "# Plot initial condition\n",
    "plot_field(u, zmax=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Solving this will move the bump again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Repeat initialisation, so we can re-run the cell\n",
    "init_smooth(field=u, dx=dx, dy=dy)\n",
    "\n",
    "for n in range(nt + 1):\n",
    "    # Copy previous result into a new buffer\n",
    "    un = u.copy()\n",
    "    \n",
    "    # Update the new result with a 3-point stencil\n",
    "    u[1:, 1:] = (un[1:, 1:] - (c * dt / dx * (un[1:, 1:] - un[1:, :-1])) -\n",
    "                              (c * dt / dy * (un[1:, 1:] - un[:-1, 1:])))\n",
    "\n",
    "    # Apply boundary conditions\n",
    "    u[0, :] = 1.\n",
    "    u[-1, :] = 1.\n",
    "    u[:, 0] = 1.\n",
    "    u[:, -1] = 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# A small sanity check for auto-testing\n",
    "assert (u[45:55, 45:55] > 1.8).all()\n",
    "u_ref = u.copy()\n",
    "\n",
    "plot_field(u, zmax=4.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hooray, the wave moved! It looks like the solver works much better for this example: The wave has not noticeably changed its shape."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Devito implementation\n",
    "Again, we can re-create this via a Devito operator. Let's fill the initial buffer with smooth data and look at it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Grid, TimeFunction\n",
    "\n",
    "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n",
    "u = TimeFunction(name='u', grid=grid)\n",
    "init_smooth(field=u.data[0], dx=dx, dy=dy)\n",
    "\n",
    "plot_field(u.data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create again the discretized equation as shown below. Note that the equation is still the same, only the initial condition has changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eq(1.0*Derivative(u(t, x, y), x) + 1.0*Derivative(u(t, x, y), y) + Derivative(u(t, x, y), t), 0)\n"
     ]
    }
   ],
   "source": [
    "from devito import Eq\n",
    "\n",
    "eq = Eq(u.dt + c*u.dxl + c*u.dyl)\n",
    "\n",
    "print(eq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SymPy can re-organise this equation just like in the previous example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0*(-dt*h_x*u(t, x, y) + dt*h_x*u(t, x, y - h_y) - dt*h_y*u(t, x, y) + dt*h_y*u(t, x - h_x, y) + h_x*h_y*u(t, x, y))/(h_x*h_y)\n"
     ]
    }
   ],
   "source": [
    "from devito import solve \n",
    "\n",
    "stencil = solve(eq, u.forward)\n",
    "\n",
    "print(stencil)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now use this stencil expression to create an operator to apply to our data object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.01 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Operator\n",
    "\n",
    "# Reset our initial condition in both buffers.\n",
    "# This is required to avoid 0s propagating into\n",
    "# our solution, which has a background value of 1.\n",
    "init_smooth(field=u.data[0], dx=dx, dy=dy)\n",
    "init_smooth(field=u.data[1], dx=dx, dy=dy)\n",
    "\n",
    "# Apply boundary conditions\n",
    "u.data[:, 0, :] = 1.\n",
    "u.data[:, -1, :] = 1.\n",
    "u.data[:, :, 0] = 1.\n",
    "u.data[:, :, -1] = 1.\n",
    "    \n",
    "# Create an Operator that updates the forward stencil\n",
    "# point in the interior subdomain only.\n",
    "op = Operator(Eq(u.forward, stencil, subdomain=grid.interior))\n",
    "\n",
    "# Apply the operator for a number of timesteps\n",
    "op(time=nt, dt=dt)\n",
    "\n",
    "plot_field(u.data[0, :, :])\n",
    "\n",
    "# Some small sanity checks for the testing framework\n",
    "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n",
    "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, this looks just like the result from NumPy. Since this example is just like the one before, the low-level treatment of boundaries is also unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.01 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Reset our data field and ICs in both buffers\n",
    "init_smooth(field=u.data[0], dx=dx, dy=dy)\n",
    "init_smooth(field=u.data[1], dx=dx, dy=dy)\n",
    "\n",
    "# For defining BCs, we generally to explicitly set rows/columns\n",
    "# in our field using an expression. We can use Devito's \"indexed\" \n",
    "# notation to do this:\n",
    "x, y = grid.dimensions\n",
    "t = grid.stepping_dim\n",
    "bc_left = Eq(u[t + 1, 0, y], 1.)\n",
    "bc_right = Eq(u[t + 1, nx-1, y], 1.)\n",
    "bc_top = Eq(u[t + 1, x, ny-1], 1.)\n",
    "bc_bottom = Eq(u[t + 1, x, 0], 1.)\n",
    "\n",
    "# Now combine the BC expressions with the stencil to form operator.\n",
    "expressions = [Eq(u.forward, stencil, subdomain=grid.interior)]\n",
    "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n",
    "op = Operator(expressions=expressions, opt=None, openmp=False)  # <-- Turn off performance optimisations\n",
    "op(time=nt, dt=dt)\n",
    "\n",
    "plot_field(u.data[0, :, :])\n",
    "\n",
    "# Some small sanity checks for the testing framework\n",
    "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n",
    "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The C code of the Kernel is also still the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#define _POSIX_C_SOURCE 200809L\n",
      "#include \"stdlib.h\"\n",
      "#include \"math.h\"\n",
      "#include \"sys/time.h\"\n",
      "\n",
      "struct dataobj\n",
      "{\n",
      "  void *restrict data;\n",
      "  int * size;\n",
      "  int * npsize;\n",
      "  int * dsize;\n",
      "  int * hsize;\n",
      "  int * hofs;\n",
      "  int * oofs;\n",
      "} ;\n",
      "\n",
      "struct profiler\n",
      "{\n",
      "  double section0;\n",
      "  double section1;\n",
      "  double section2;\n",
      "} ;\n",
      "\n",
      "\n",
      "int Kernel(const float dt, const float h_x, const float h_y, struct dataobj *restrict u_vec, const int i0x_ltkn, const int i0x_rtkn, const int i0y_ltkn, const int i0y_rtkn, const int time_M, const int time_m, struct profiler * timers, const int x_M, const int x_m, const int y_M, const int y_m)\n",
      "{\n",
      "  float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n",
      "  for (int time = time_m, t0 = (time)%(2), t1 = (time + 1)%(2); time <= time_M; time += 1, t0 = (time)%(2), t1 = (time + 1)%(2))\n",
      "  {\n",
      "    struct timeval start_section0, end_section0;\n",
      "    gettimeofday(&start_section0, NULL);\n",
      "    /* Begin section0 */\n",
      "    for (int i0x = i0x_ltkn + x_m; i0x <= -i0x_rtkn + x_M; i0x += 1)\n",
      "    {\n",
      "      for (int i0y = i0y_ltkn + y_m; i0y <= -i0y_rtkn + y_M; i0y += 1)\n",
      "      {\n",
      "        u[t1][i0x + 1][i0y + 1] = 1.0F*(dt*h_x*u[t0][i0x + 1][i0y] - dt*h_x*u[t0][i0x + 1][i0y + 1] + dt*h_y*u[t0][i0x][i0y + 1] - dt*h_y*u[t0][i0x + 1][i0y + 1] + h_x*h_y*u[t0][i0x + 1][i0y + 1])/(h_x*h_y);\n",
      "      }\n",
      "    }\n",
      "    /* End section0 */\n",
      "    gettimeofday(&end_section0, NULL);\n",
      "    timers->section0 += (double)(end_section0.tv_sec-start_section0.tv_sec)+(double)(end_section0.tv_usec-start_section0.tv_usec)/1000000;\n",
      "    struct timeval start_section1, end_section1;\n",
      "    gettimeofday(&start_section1, NULL);\n",
      "    /* Begin section1 */\n",
      "    for (int y = y_m; y <= y_M; y += 1)\n",
      "    {\n",
      "      u[t1][1][y + 1] = 1.00000000000000F;\n",
      "      u[t1][81][y + 1] = 1.00000000000000F;\n",
      "    }\n",
      "    /* End section1 */\n",
      "    gettimeofday(&end_section1, NULL);\n",
      "    timers->section1 += (double)(end_section1.tv_sec-start_section1.tv_sec)+(double)(end_section1.tv_usec-start_section1.tv_usec)/1000000;\n",
      "    struct timeval start_section2, end_section2;\n",
      "    gettimeofday(&start_section2, NULL);\n",
      "    /* Begin section2 */\n",
      "    for (int x = x_m; x <= x_M; x += 1)\n",
      "    {\n",
      "      u[t1][x + 1][81] = 1.00000000000000F;\n",
      "      u[t1][x + 1][1] = 1.00000000000000F;\n",
      "    }\n",
      "    /* End section2 */\n",
      "    gettimeofday(&end_section2, NULL);\n",
      "    timers->section2 += (double)(end_section2.tv_sec-start_section2.tv_sec)+(double)(end_section2.tv_usec-start_section2.tv_usec)/1000000;\n",
      "  }\n",
      "  return 0;\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(op.ccode)"
   ]
  }
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